{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "primary-diamond",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Biopython v1.79\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import Bio\n",
    "from Bio.PDB import *\n",
    "print(\"Biopython v\" + Bio.__version__)\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "pregnant-philosophy",
   "metadata": {},
   "outputs": [],
   "source": [
    "def compute_distance_matrix(structure):\n",
    "    \"\"\"\n",
    "    Compute the distance matrix for a given protein structure.\n",
    "    \n",
    "    Parameters:\n",
    "        - structure: Bio.PDB structure object\n",
    "        \n",
    "    Returns:\n",
    "        - distance_matrix: 2D numpy array representing the distance matrix\n",
    "    \"\"\"\n",
    "    atoms = list(structure.get_atoms())\n",
    "    num_atoms = len(atoms)\n",
    "    distance_matrix = np.zeros((num_atoms, num_atoms))\n",
    "\n",
    "    for i in range(num_atoms):\n",
    "        for j in range(i+1, num_atoms):\n",
    "            distance_matrix[i, j] = distance_matrix[j, i] = atoms[i] - atoms[j]\n",
    "\n",
    "    return distance_matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "cellular-carter",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Load the PDB file containing the protein complex structure\n",
    "parser = PDBParser()\n",
    "structure = parser.get_structure(\"1brs_ref.pdb\", \"1brs_ref.pdb\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "naked-translation",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Compute the distance matrix\n",
    "distance_matrix = compute_distance_matrix(structure)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "twenty-introduction",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[ 0.          1.46663916  2.49037409 ... 50.47344208 51.40073776\n",
      "  50.14730072]\n",
      " [ 1.46663916  0.          1.55313933 ... 49.12960815 50.0659523\n",
      "  48.79221344]\n",
      " [ 2.49037409  1.55313933  0.         ... 48.05876923 48.97675705\n",
      "  47.73880005]\n",
      " ...\n",
      " [50.47344208 49.12960815 48.05876923 ...  0.          1.22924817\n",
      "   1.25705552]\n",
      " [51.40073776 50.0659523  48.97675705 ...  1.22924817  0.\n",
      "   2.20714068]\n",
      " [50.14730072 48.79221344 47.73880005 ...  1.25705552  2.20714068\n",
      "   0.        ]]\n"
     ]
    }
   ],
   "source": [
    "print(distance_matrix)\n",
    "#np.save(\"distance_matrix.npy\", distance_matrix)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "musical-cooper",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Contact Map')"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#cutoff=13\n",
    "\n",
    "fig = plt.figure(figsize=(6, 5))\n",
    "\n",
    "p = plt.imshow(distance_matrix < 13, cmap='viridis_r', vmax=1, vmin=0)\n",
    "plt.colorbar(p, label='Contact')\n",
    "plt.xlabel('Residue Index')\n",
    "plt.ylabel('Residue Index')\n",
    "plt.title('Contact Map')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "surprised-haiti",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Contact Map')"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#cutoff=7\n",
    "fig = plt.figure(figsize=(6, 5))\n",
    "\n",
    "p = plt.imshow(distance_matrix < 7, cmap='viridis_r', vmax=1, vmin=0)\n",
    "plt.colorbar(p, label='Contact')\n",
    "plt.xlabel('Residue i')\n",
    "plt.ylabel('Residue j')\n",
    "plt.title('Contact Map')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "concerned-glass",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
